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Microsoft
GH-300
GitHub Copilot
QUESTION & ANSWERS
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Topic 1
Case Study: Topic 1
Topics Number of Questions
Topic 1 : Copilot Chat and Slash Commands 27
Topic 2 : Copilot Basics and Usage 18
Topic 3 : Prompt Engineering and Best Practices 5
Topic 4 : Security, Privacy, and Compliance 5
Topic 5 : Testing and Quality 1
Topic 6 : Administration and Licensing 7
Topic 7 : Knowledge Bases and Custom Models 1
Topic 8 : Refactoring and Code Modernization 2
Topic 9 : Copilot CLI 1
Topic 10 : IDE Integration and Features 1
Topic 11 : Data Sources and Context 3
Topic 12 : Ethical AI Principles 1
Mix Questions : 410
Total 482
Title : Copilot Chat and Slash Commands
QUESTION: 1 Topic 1 Copilot Chat and Slash Commands
How does GitHub Copilot Chat help in understanding the existing codebase?
Option A : By running code linters and formatters.
Option B : By providing visual diagrams of the code structure.
Option C : By answering questions about the code and generating explanations.
Option D : By automatically refactoring code to improve readability
Correct Answer: C
Explanation/Reference:
GitHub Copilot Chat helps in understanding existing codebases by answering questions about the code and generating
explanations. This allows developers to quickly grasp the functionality and structure of unfamiliar code. Reference: GitHub
Copilot Chat documentation on code understanding.
QUESTION: 2 Topic 1 Copilot Chat and Slash Commands
Topic 2
Case Study: Topic 2
You are a developer using GitHub Copilot Chat for the first time, and while using it, you encounter a few
issues with the suggestions provided by the AI assistant. The code completions don’t quite fit your use case,
and the documentation seems outdated. You want to provide feedback directly to GitHub to improve future
updates to GitHub Copilot Chat. You explore the available options to submit feedback efficiently. What is the
correct way to share feedback about GitHub Copilot Chat?
Option A : You can submit feedback directly through GitHub Copilot Chat by clicking the thumbs-up or
thumbs-down buttons on suggestions.
Option B : Feedback on GitHub Copilot Chat is only possible via email support to the GitHub development
team.
Option C : There is no official method to provide feedback on GitHub Copilot Chat, as it is still in beta.
Option D : You need to open a GitHub issue in the Copilot GitHub repository to provide feedback on
GitHub Copilot Chat.
Correct Answer: A
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QUESTION: 3 Topic 1 Copilot Chat and Slash Commands
Identify the right use cases where GitHub Copilot Chat is most effective. (Each correct answer presents part
of the solution. Choose two.)
Option A : Create a technical requirement specification from the business requirement documentation
Option B : Explain a legacy COBOL code and translate the code to another language like Python.
Option C : Creation of a unit test scenario for newly developed Python code
Option D : Creation of end-to-end performance testing scenarios for a web application
Correct Answer: B,C
Explanation/Reference:
GitHub Copilot Chat is effective for explaining and translating legacy code and generating unit test scenarios for new code.
Reference: GitHub Copilot Chat use cases.
Title : Copilot Basics and Usage
QUESTION: 4 Topic 2 Copilot Basics and Usage
You have a GitHub Copilot subscription. You need to start an interactive GitHub Copilot CLI session from the
Run /login. Run gh auth login.
Confirm folder trust.
Run copilot.
root folder of a project. If you are NOT authenticated, GitHub Copilot must prompt you to sign in. Which four
actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to
the answer area and arrange them in the correct order.
Answers
>
<
Correct Answers
Run /login.
Run copilot --resume.
Run gh auth login.
Open a browser-based GitHub sign-in flow.
Confirm folder trust.
Run copilot.
Answers Correct Answers
>
<
Correct Answer:
Open a browser-based GitHub sign-in flow.
Run copilot --resume.
Explanation/Reference:
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QUESTION: 5 Topic 2 Copilot Basics and Usage
You are deploying a new development environment to a Windows 11 device. You need to install GitHub
Copilot CLI, and then start an interactive GitHub Copilot CLI session. Which command should you run for each
requirement? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is
worth one point.
Answer :
Topic 6
Case Study: Topic 6
Topic 7
Case Study: Topic 7
Explanation/Reference:
Title : Administration and Licensing
QUESTION: 6 Topic 6 Administration and Licensing
How can the insights gained from the metrics API be used to improve the development process in
conjunction with GitHub Copilot?
Option A : Real-time debugging and error resolution statistics.
Option B : Insights on the types of coding languages where GitHub Copilot is most helpful.
Option C : Automated generation of complete project documentation.
Option D : Detailed analysis of GitHub Copilot ' s suggestions vs. manual coding.
Correct Answer: D
Explanation/Reference:
“The Copilot metrics API provides insights into how suggestions are being accepted and used, enabling teams to analyze the
relative impact of Copilot-generated code versus manually written code.” This confirms option D is correct, as the API enables
analysis of Copilot versus manual coding. References: GitHub Copilot metrics API documentation.
Title : Knowledge Bases and Custom Models
Topic 11
Case Study: Topic 11
QUESTION: 7 Topic 7 Knowledge Bases and Custom Models
What types of content can GitHub Copilot Knowledge Base answer questions about? (Each correct answer
presents part of the solution. Choose three.)
Option A : Code snippets
Option B : Compiled binaries
Option C : Documentation
Option D : Design patterns
Option E : Screenshots
Correct Answer: A,C,D
Explanation/Reference:
“GitHub Copilot Knowledge Bases allow you to ask questions about your organization’s documentation, design patterns, and
code snippets.” This proves that Copilot Knowledge Base can work with code snippets, documentation, and design patterns,
but not binaries or screenshots. References: GitHub Copilot Enterprise Knowledge Base documentation. ===========
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Title : Data Sources and Context
QUESTION: 8 Topic 11 Data Sources and Context
What are the different ways to give context to GitHub Copilot to get more precise responses? (Each correct
answer presents part of the solution. Choose two.)
Option A : Utilize to interpret developer ' s thoughts and intentions without any code or comments.
Option B : Engage with chat participants such as @workspace to incorporate collaborative context into
theresponses.
Option C : Access developer ' s previous projects and code repositories to understand their coding style
withoutexplicit permission.
Option D : Utilize chat variables like *file to anchor the conversation within the specific context of the files
oreditors in use.
Correct Answer: B,D
MIXED Questions
Explanation/Reference:
Exact extracts: “You can give Copilot Chat additional context using variables such as @workspace or @file to scope the
conversation.”References: GitHub Copilot Chat variables and context documentation.
QUESTION: 9
While working on a multi-file C# project, you are relying on GitHub Copilot to assist with code suggestions.
You notice that Copilot sometimes makes accurate suggestions when working on small, focused files, but
struggles to provide helpful suggestions when you are working on larger files with thousands of lines of code.
You want to understand how the limitations of GitHub Copilot and large language models (LLMs) can lead to
challenges in such situations, specifically regarding the amount of data the model can process at once.
Which of the following statements best explains the challenges GitHub Copilot faces due to limited context
windows in large files or projects?
Option A : GitHub Copilot automatically adjusts its context window based on the complexity of the file,
which allows it to handle both small and large files equally well.
Option B : GitHub Copilot has difficulty processing large files because it only has access to a limited
window of surrounding code, which restricts its ability to account for dependencies and relevant context
that fall outside that window.
Option C : GitHub Copilot’s performance improves with larger files, as it can analyze more data and make
more accurate predictions when there is more code to reference.
Option D : GitHub Copilot divides large files into smaller segments, processes each segment individually,
and then combines the results to generate cohesive suggestions that consider the entire file.
Correct Answer: B
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QUESTION: 10
What is the first step required to install GitHub Copilot CLI on a developer’s local machine?
Option A : Clone the GitHub Copilot CLI repository using the command git clone
https://github.com/github/copilot-cli.
Option B : Confirm that GitHub Copilot CLI is enabled in the user’s GitHub account settings before
installing.
Option C : Download the GitHub Copilot CLI installation file from the GitHub Marketplace.
Option D : Run the command git copilot install in the terminal to initialize the setup process.
Correct Answer: B
QUESTION: 11
Which of the following best represents a best practice for prompting GitHub Copilot Chat to improve code
accuracy and relevance?
Option A : Providing context and comments to Copilot Chat about the desired output for specific functions.
Option B : Asking for the best solution without providing details about the intended functionality.
Option C : Expecting Copilot Chat to identify and solve all logical errors within the code independently.
Option D : Requesting Copilot Chat to override all existing code with its suggested changes automatically.
Correct Answer: A
QUESTION: 12
You are working on a Python project and want GitHub Copilot to generate a function that reads a CSV file and
processes the data to calculate the average of a specific column. Your initial prompt is simply: "Write a
function to read a CSV file and calculate the average of a column." However, Copilot's suggestions are either
incomplete or inaccurate, failing to handle missing data or file errors. Which of the following revised prompts
best follows prompt crafting best practices to get accurate and complete results from GitHub Copilot?
Option A : "Write a Python function to calculate the average of a CSV column."
Option B : "Write a Python function that reads a CSV file and returns the average of a specified column,
handling missing data and file errors."
Option C : "Write a Python function for reading and calculating averages from CSVs."
Option D : "Create a Python function that calculates the mean of a column from a CSV file."
Correct Answer: B
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QUESTION: 13
You are working on a project that uses GitHub Copilot to assist in generating code for a financial application.
The application is intended to help users make decisions about loan approvals. It’s important to ensure that
Copilot-generated code does not incorporate any biased or unfair logic, particularly related to sensitive user
attributes such as race, gender, or location. Which of the following steps should you take to ensure fairness
in AI-driven code suggestions?
Option A : Implement fairness checks using external tools to detect potential bias in Copilot-s suggested
algorithms and outputs.
Option B : Manually review Copilot-s code suggestions for sensitive variable usage, removing any that
directly or indirectly reference personal characteristics like race, gender, or location.
Option C : Assume that Copilot’s suggestions are compliant with legal fairness guidelines, as it is an AI
tool created by a reputable company.
Option D : Rely solely on Copilot’s suggestions, as the model has been trained on diverse datasets,
ensuring fairness.
Correct Answer: B
QUESTION: 14
While using GitHub Copilot to assist in writing a JavaScript application, you are curious about how the tool
generates its code suggestions. You wonder about the entire lifecycle of how the code you write in your IDE
is processed by GitHub Copilot, how suggestions are generated, and whether the data is saved or stored at
any point. Which of the following correctly describes the data pipeline lifecycle of GitHub Copilot's code
suggestions?
Option A : Code suggestions are generated entirely on your local machine, with no data being sent to
GitHub-s servers.
Option B : Your code is temporarily processed in memory to generate suggestions, with the Copilot model
running on GitHub-s servers using public repository data, and no code is stored or logged.
Option C : Code snippets from your editor are continuously saved and logged to help improve future
versions of GitHub Copilot-s language model.
Option D : Code suggestions are generated by a combination of local analysis and crowd-sourced data
shared by other Copilot users.
Correct Answer: B
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QUESTION: 15
You are working on a project where you frequently rely on GitHub Copilot to assist with writing Python code.
You need to craft a prompt to generate a function that takes two arguments, a list of integers and a target
sum, and returns two integers from the list that add up to the target sum. You want the solution to prioritize
efficiency and handle edge cases like no valid pair found. Which of the following is the best prompt to
provide GitHub Copilot?
Option A : "Create a Python function that accepts a list and a target sum and returns two numbers from
the list that add up to the target sum. If no such pair exists, return None."
Option B : "Generate Python code for a function that finds two integers in a list that sum to a target, and
handle edge cases like no pair found. Prioritize an efficient approach."
Option C : "Write a Python function that returns two integers from a list that add up to a target sum."
Option D : "Create Python code that implements an algorithm for finding a pair of numbers in a list that
sum to a target value."
Correct Answer: B
QUESTION: 16
Which feature in GitHub Copilot Business is designed to enhance code security within organizational
projects?
Option A : Enabling administrators to configure whether Copilot suggestions retain telemetry data for
security insights
Option B : Limiting suggestions to public repositories for increased security
Option C : Enforcing Copilot suggestions exclusively based on internal organization code repositories
Option D : Restricting GitHub Copilot access to organization-approved IDEs only
Correct Answer: A
QUESTION: 17
You are working on a Python project that involves processing user input and performing several calculations.
You want to ensure that your code is secure and performs efficiently. You've been using GitHub Copilot to
assist with writing unit tests for security vulnerabilities like SQL injection, as well as performance testing to
optimize response times. Which of the following unit test cases created with GitHub Copilot is most effective
at covering both security and performance?
Option A : A unit test that uses fuzz testing generated by GitHub Copilot to evaluate input variations,
checking both for proper input sanitization and acceptable performance across various inputs.
Option B : A unit test that measures the execution time of a function using timeit, ensuring it completes in
less than a second for typical inputs.
Option C : A unit test that uses assert to check if user input is sanitized by comparing the output of a
function with a predefined SQL-safe output.
Option D : A unit test that checks whether an external library function performs faster than a custom-built
function for similar operations.
Correct Answer: A
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QUESTION: 18
You are a software developer working on a project with multiple contributors. One of your tasks is to write a
utility function that processes a list of user inputs by filtering out invalid entries and applying some
transformations. You decide to use GitHub Copilot AI to help you implement this function quickly. The inputs
vary in type and validity, and you want the function to handle the following cases:
Accept only integers greater than 10.
Transform valid inputs by multiplying them by 2.
Ignore invalid inputs (non-integers or integers less than or equal to 10).
Given this scenario, which actions could you take using GitHub Copilot to improve your productivity? (Select
two)
Option A : Let GitHub Copilot auto-complete the entire function for filtering and transforming the list
without reviewing its suggestions.
Option B : Rely on GitHub Copilot to manage exceptions like non-integer inputs without specifying error
handling mechanisms yourself.
Option C : Let GitHub Copilot handle all aspects of the task, including writing the documentation and
comments for the function, without manual intervention.
Option D : Use GitHub Copilot to generate initial code snippets for filtering the list, and then customize the
logic manually to suit your specific requirements.
Option E : Use GitHub Copilot-s code generation to help transform the valid inputs, then manually write
tests to validate the functionality of the transformation.
Correct Answer: D,E
QUESTION: 19
How can the concept of fairness be integrated into the process of operating an AI tool?
Option A : Focusing on accessibility will ensure fairness.
Option B : Focusing on collecting large datasets for training will ensure fairness.
Option C : Regularly monitoring the AI tool-s performance will ensure fairness in its outputs.
Option D : Training AI data and algorithms to be free from biases will ensure fairness.
Correct Answer: D
Explanation/Reference:
Fairness in AI tools is achieved by training the data and algorithms to be free from biases. This ensures that the tool treats all
users equitably and avoids discriminatory outcomes. Reference: Microsoft's AI principles and fairness guidelines.
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QUESTION: 20
You are leading a small development team that primarily works on open-source projects. You want to
leverage GitHub Copilot for your team’s workflow but are unsure which subscription plan would be most
beneficial. The team mainly uses GitHub public repositories but would like access to features like code
suggestions and completions. However, they also want to ensure privacy for some client-specific private
repositories. Which GitHub Copilot plan is best suited for your team’s needs?
Option A : GitHub Copilot for Open Source Projects
Option B : GitHub Copilot for Individuals (Paid Plan)
Option C : GitHub Copilot for Individuals (Free for Public Repositories)
Option D : GitHub Copilot for Business
Correct Answer: D
QUESTION: 21
Which of the following is a risk associated with using AI?
Option A : AI algorithms are incapable of perpetuating existing biases.
Option B : AI systems can sometimes make decisions that are difficult to interpret.
Option C : AI eliminates the need for data privacy regulations.
Option D : AI replaces the need for developer opportunities in most fields.
Correct Answer: B
Explanation/Reference:
A risk associated with AI is that its decisions can be difficult to interpret, leading to a lack of transparency and potential
misunderstandings. Reference: AI risk management documentation.
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QUESTION: 22
A company wants to set a default policy across their GitHub Enterprise account to exclude GitHub Copilot
from accessing any sensitive internal repositories by default. Which of the following actions best
accomplishes this objective?
Option A : Establish a custom firewall rule in the company’s network to prevent Copilot from connecting to
internal repositories.
Option B : Configure GitHub’s repository permissions to deny AI-assisted code suggestions on all internal
repositories.
Option C : Create an organization-wide policy in GitHub Copilot settings to disable Copilot usage for all
repositories by default, enabling it only for specific repositories as needed.
Option D : Use GitHub Actions to automatically disable Copilot for any newly created internal repository
across the organization.
Correct Answer: C
QUESTION: 23
You are working on a new feature for an e-commerce platform, and you want GitHub Copilot to assist you in
generating a function to calculate discounts based on various user attributes, such as membership level and
purchase history. However, the suggestions you’re receiving are not quite accurate. To improve the quality
of suggestions, you decide to adjust the way you are crafting your prompts for GitHub Copilot. Which of the
following is a best practice for prompt crafting to improve GitHub Copilot’s suggestions?
Option A : Providing as little context as possible, trusting Copilot to understand your needs based on
minimal input.
Option B : Including clear instructions, comments, and specific variable names to guide Copilot’s
suggestions toward the desired functionality.
Option C : Writing vague prompts to encourage Copilot to generate more creative and diverse
suggestions.
Option D : Only focusing on function names when crafting prompts, as the implementation details will
automatically follow.
Correct Answer: B
QUESTION: 24
When utilizing GitHub Copilot’s pull request summaries, which of the following best describes how Copilot
generates its summary text?
Option A : Copilot examines the entire project history to understand the full context of the changes before
generating the summary.
Option B : Copilot considers only the commit messages in the pull request to generate the summary text.
Option C : Copilot uses a template-based approach to provide uniform summaries based on keywords in
the code comments.
Option D : Copilot leverages AI algorithms that analyze the code changes line-by-line, focusing on new
additions, deletions, and modified segments.
Correct Answer: D
QUESTION: 25
You’re working on a project that requires you to frequently switch between various tasks such as writing
code, fixing bugs, writing documentation, and conducting code reviews. You find that context switching is
taking up a lot of your time and making it harder to maintain focus. Your team recently started using GitHub
Copilot and other AI-based tools to reduce context switching and improve productivity. Which of the following
approaches best demonstrates how GitHub Copilot can be used to minimize context switching and improve
focus?
Option A : Relying on Copilot to handle all code reviews and bug fixes autonomously while you focus on
new feature development.
Option B : Using Copilot to automatically write and commit code changes without requiring manual
intervention.
Option C : Leveraging Copilot to suggest documentation as you write code to reduce the need for
switching to another task later.
Option D : Using Copilot solely for bug fixes, and performing other tasks manually to avoid distractions.
Correct Answer: C
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QUESTION: 26
You are building a REST API that is expected to handle a high volume of requests. As part of the development
process, you want to use GitHub Copilot to help generate performance tests that focus on the efficiency and
scalability of your API endpoints, particularly under high loads. The following is a sample of the current API
function, which fetches user data from a database.
app.get('/users', async (req, res) => {
const users = await db.query('SELECT * FROM users');
res.status(200).json(users);
});
Which is the best approach to leverage GitHub Copilot for improving performance testing in this scenario?
Option A : Use GitHub Copilot to refactor the database query into a more efficient format and assume this
will automatically improve API performance without further testing.
Option B : Ask GitHub Copilot to generate a load test that simulates multiple concurrent requests to the
/users endpoint and analyze how the API performs under stress.
Option C : Ask GitHub Copilot to generate unit tests for the database query and assume that unit tests are
sufficient for performance evaluation.
Option D : Ask GitHub Copilot to generate integration tests for successful API responses without specifying
the need for performance tests.
Correct Answer: B
QUESTION: 27
Which of the following GitHub Copilot Business related activities can be tracked using the organization audit
logs?
Option A : Accepted chat suggestions
Option B : Code suggestions made by GitHub Copilot
Option C : Changes to content exclusion settings
Option D : Suggestions blocked by duplication detection filtering
Correct Answer: C
Explanation/Reference:
Organization audit logs track changes to content exclusion settings, providing administrators with visibility into configuration
changes. Reference: GitHub Copilot Business audit logs.
QUESTION: 28
After confirming GitHub Copilot CLI is enabled in account settings, which of the following actions is required
to complete the installation and initial configuration?
Option A : Download and install GitHub CLI using the command brew install gh, then link GitHub Copilot
CLI manually.
Option B : Use the command gh auth login to authenticate and link GitHub Copilot CLI with the user’s
GitHub account.
Option C : Enter copilot init to automatically set up GitHub Copilot CLI with default settings.
Option D : Run gh copilot configure to apply Copilot preferences and complete the setup.
Correct Answer: B
QUESTION: 29
Which of the following features is exclusive to GitHub Copilot Business and not available in GitHub Copilot for
Individual users?
Option A : Integration with cloud-based IDEs like GitHub Codespaces for remote development
Option B : Ability to generate code suggestions across various programming languages and IDEs
Option C : Centralized administrative controls for managing user access and license allocation within an
organization
Option D : Real-time, context-aware code suggestions based on surrounding code and comments
Correct Answer: C
QUESTION: 30
Which of the following statements best describes a key privacy feature implemented in GitHub Copilot to
protect users’ sensitive data?
Option A : GitHub Copilot automatically detects and blocks all sensitive information in user code, including
proprietary functions and secrets.
Option B : GitHub Copilot ensures that any private code within repositories is excluded from its training
datasets.
Option C : GitHub Copilot actively stores and reviews all user inputs to improve model responses over
time.
Option D : GitHub Copilot requires that all repositories used with it be set to public to ensure transparency
and safety.
Correct Answer: B
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QUESTION: 31
You are leading a development team that integrates GitHub Copilot into a project. Some of the project files
contain proprietary algorithms and confidential business logic that you don't want GitHub Copilot to process.
You are aware that Copilot uses all the content in the enabled files, including code, comments, and even
incomplete code snippets, to generate its suggestions. How should you manage Copilot’s usage to exclude
specific content from being used during code generation while continuing to leverage Copilot’s functionality
for other parts of the project?
Option A : Manually obfuscate any confidential code and comments before using Copilot.
Option B : Use environment variables to control Copilot’s access to sensitive content.
Option C : Rely on Copilot’s built-in exclusion filters to automatically exclude sensitive code.
Option D : Disable GitHub Copilot for the project’s sensitive files and repositories.
Correct Answer: D
QUESTION: 32
You are developing a human resources (HR) software using GitHub Copilot. As you review the code
suggestions for a candidate filtering feature, you notice that Copilot's suggestions seem to favor certain
demographic attributes over others. You are concerned about potential bias in the model's suggestions,
particularly in areas like gender or ethnicity. You want to ensure the AI-generated code promotes fairness
and avoids discrimination. What is the most responsible action to take when addressing bias in the AI-
generated code?
Option A : Ignore the potential bias since the AI is trained on publicly available datasets and is unlikely to
introduce harmful bias.
Option B : Trust that any bias in Copilot’s suggestions will be minimal and rely on post-deployment audits
to catch any significant discriminatory outcomes.
Option C : Refactor the Copilot-generated code by manually reviewing and removing any biased logic,
while also implementing fairness checks in the filtering process.
Option D : Re-train the Copilot model locally using your own unbiased data to avoid biased code
suggestions.
Correct Answer: C
QUESTION: 33
Which of the following actions can be audited in the GitHub Copilot Business plan’s audit log to track usage
and security events within an organization?
Option A : Recording every instance where Copilot auto-completed a function within the IDE.
Option B : Viewing and searching for individual code suggestions generated by Copilot for each developer.
Option C : Monitoring when a user enables or disables GitHub Copilot within the organization’s repository.
Option D : Logging the specific Copilot training data that was accessed during a suggestion.
Correct Answer: C
QUESTION: 34
A team is tasked with modernizing a legacy application written in an outdated programming language with
many inefficiencies. They plan to refactor portions of the application to make it more efficient and
maintainable. The team decides to use GitHub Copilot to assist in the refactoring process. Which of the
following strategies would best utilize GitHub Copilot to modernize the legacy codebase?
Option A : Use GitHub Copilot to generate documentation for the legacy codebase but avoid using it for
code refactoring, since AI cannot understand the legacy code-s logic.
Option B : Use GitHub Copilot to suggest modern alternatives for outdated or inefficient code patterns,
and then manually review and test the suggestions.
Option C : Depend on GitHub Copilot to detect and refactor performance bottlenecks without requiring
further testing or validation.
Option D : Rely on GitHub Copilot to automatically rewrite the entire legacy codebase in a modern
programming language.
Correct Answer: B
QUESTION: 35
You are working on a project for a healthcare company, and GitHub Copilot suggests code for processing
patient data. The code includes steps for handling personal health information (PHI), and you're aware that
healthcare data is subject to strict privacy regulations, such as HIPAA (Health Insurance Portability and
Accountability Act). What is the most responsible action you should take before using the Copilot-generated
code to ensure compliance with legal and ethical standards?
Option A : Rely on automated testing tools to ensure that the Copilot-suggested code meets privacy and
legal standards, since they are designed to catch such issues.
Option B : Assume that because Copilot is trained on widely used codebases, it has likely learned best
practices for handling sensitive information like PHI.
Option C : Verify that the Copilot-generated code complies with all relevant legal and regulatory
frameworks, such as HIPAA, and consult with legal experts or compliance officers if needed.
Option D : Use the Copilot-suggested code as-is but ensure that access to the codebase is restricted to
authorized personnel only.
Correct Answer: C
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QUESTION: 36
Which of the following limitations applies to GitHub Copilot’s content exclusion settings for organization-
specific code?
Option A : Content exclusions do not guarantee that similar code patterns from public repositories will not
be suggested, even if the organization’s code is excluded.
Option B : Content exclusions only apply to new repositories; existing repositories are automatically
included in training unless manually excluded.
Option C : Content exclusions prevent code suggestions in the same repository from reappearing for the
user who authored the excluded code.
Option D : Content exclusion settings prevent GitHub Copilot from suggesting any code that is similar to
organization-specific code, regardless of source.
Correct Answer: A
QUESTION: 37
What is one recommended approach to improve GitHub Copilot Chat’s performance when working with
complex projects that include multiple interdependent files?
Option A : Open only the files directly relevant to the current task and keep unnecessary files closed to
optimize Copilot Chat’s response times.
Option B : Use larger code blocks within each prompt to ensure Copilot Chat processes complete
functions instead of fragmented code.
Option C : Place frequently used code snippets into a separate 'Copilot-only' file for optimized referencing
by GitHub Copilot Chat.
Option D : Refactor the codebase to reduce interdependencies between files so Copilot Chat can process
each file in isolation.
Correct Answer: A
QUESTION: 38
You are managing a team of developers using GitHub Copilot to speed up coding tasks. Your company
handles highly sensitive customer data and must comply with privacy regulations like GDPR. During a code
review, you discover that GitHub Copilot suggested code snippets based on patterns that resemble sensitive
information from previous projects. The team needs to implement safeguards to ensure Copilot doesn't leak
sensitive information from the current or past projects. What safeguards should your team put in place to
prevent sensitive data from being exposed through GitHub Copilot’s suggestions?
Option A : Disable GitHub Copilot across the entire project to ensure no sensitive data is leaked.
Option B : Encrypt sensitive data within the codebase to ensure it is not accessible by Copilot.
Option C : Request GitHub to remove all instances of sensitive data from their Copilot training model.
Option D : Use Copilot in private mode to limit data sharing, and exclude sensitive data files from
Copilot’s context.
Correct Answer: D
QUESTION: 39
You are developing a React-based dynamic web application that fetches user data from an API and displays it
in a table. You want GitHub Copilot to help you generate a component that fetches the data, handles loading
and error states, and displays the data once it's successfully retrieved. What is the best prompt to use,
ensuring Copilot generates code that addresses all requirements?
Option A : "Write a React component that fetches user data from an API, handles loading and error states,
and displays the data in a table."
Option B : "Write a React component to show user data."
Option C : "Generate a React component that fetches data from an API."
Option D : "Generate React code to display data from an API in a table."
Correct Answer: A
Explanation/Reference:
This prompt is precise and includes all necessary details:
Context: A React component.
Instruction: Fetching user data from an API.
Constraints: Handling loading and error states, and displaying the data in a table. This structured prompt ensures that Copilot
generates code that meets all functional and error-handling requirements for the component.
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QUESTION: 40
You are developing an API that handles user authentication, and you want GitHub Copilot to help you write
secure and robust code for password validation. You've written a simple prompt, but Copilot’s suggestions
seem insecure, and you're worried that your prompt does not emphasize security. Which of the following
prompt-crafting strategies would be most effective in ensuring that GitHub Copilot generates secure
password validation code?
Option A : Asking GitHub Copilot to generate code in pseudocode format first to simplify the requirements
and avoid implementation errors.
Option B : Including clear security requirements, such as salting and hashing passwords, as part of the
prompt comments before the function.
Option C : Using the prompt "validate password" and letting Copilot generate the function based on its
training data.
Option D : Providing minimal input in the prompt to avoid biasing Copilot-s suggestions and relying on its
training on best practices.
Correct Answer: B
QUESTION: 41
A large software development company has subscribed to GitHub Copilot Enterprise to improve code
productivity and collaboration across its globally distributed teams. As the project manager, you are asked to
configure the system to maximize its benefits for enterprise-wide usage. Which of the following features
available in GitHub Copilot Enterprise would help you achieve this goal?
Option A : Limiting GitHub Copilot’s access to only open-source repositories available in GitHub’s public
domain.
Option B : Enterprise-wide policy management, allowing the central control of access and usage policies
for GitHub Copilot.
Option C : AI-powered code completion only within Visual Studio Code, excluding other popular IDEs like
JetBrains.
Option D : Individual training of Copilot on each developer’s local codebase without sharing data across
the team.
Correct Answer: B
QUESTION: 42
You are working as a software engineer in a company that is evaluating GitHub Copilot's plans to integrate
into your development workflow. The team wants to understand the different features and plan types offered
by GitHub Copilot before making a decision. As the team lead, it's your responsibility to explain the available
features and plans. Which of the following statements accurately describes the features of GitHub Copilot
across its available plans?
Option A : GitHub Copilot is free for all users, with no paid plans or additional benefits for premium users.
Option B : GitHub Copilot for Business includes access to advanced AI models, usage controls, and
additional security features compared to individual plans.
Option C : GitHub Copilot requires continuous internet connectivity to function and does not work offline,
regardless of the plan.
Option D : GitHub Copilot is available for individual developers and organizations, offering both free and
paid plans that include advanced features like multi-language support and IDE integration.
Correct Answer: B
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QUESTION: 43
You are using GitHub Copilot to assist with writing a Python script that parses large XML files and extracts
specific data based on user-provided input. You want to generate a function that minimizes memory usage,
as the XML files can be very large. However, you find that Copilot's initial code suggestions load the entire
file into memory at once. Which of the following prompt adjustments is most likely to guide Copilot towards a
solution that minimizes memory usage?
Option A : "Write a Python function that reads a large XML file and extracts data without loading the
entire file into memory. Use an iterative approach."
Option B : "Generate Python code that parses XML files and uses minimal memory while extracting data."
Option C : "Generate Python code to parse an XML file and extract specific data efficiently."
Option D : "Write a Python function that parses large XML files and extracts data based on user input."
Correct Answer: A
QUESTION: 44
GitHub Copilot often generates code based on natural language prompts. Which of the following best
describes how GitHub Copilot interprets a prompt to generate code rather than perform a calculation?
Option A : GitHub Copilot uses mathematical optimization techniques to calculate the most efficient
solution to the problem.
Option B : GitHub Copilot creates code suggestions by parsing user commands and converting them
directly into predefined code snippets stored in a repository.
Option C : GitHub Copilot uses real-time data analysis to calculate potential code outputs directly from
mathematical formulas.
Option D : GitHub Copilot leverages pre-trained language models that interpret natural language prompts,
using patterns and examples in the training data to suggest code.
Correct Answer: D
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QUESTION: 45
You are leading a team of developers on a large project, and your team is considering adopting GitHub
Copilot Chat to assist with daily coding tasks, provide code explanations, and troubleshoot issues faster. Your
team wants to ensure they fully understand the capabilities of GitHub Copilot Chat before integration. Which
of the following describes the most significant feature that GitHub Copilot Chat provides for developers?
Option A : Interactive chat with an AI assistant that provides context-aware code suggestions,
explanations, and troubleshooting advice based on the developer’s code.
Option B : Automated task management and ticket assignment based on code complexity and team
availability.
Option C : A virtual assistant that automatically pushes and merges code to the repository based on
developer conversations.
Option D : Real-time collaboration between multiple developers through an interactive chat window
embedded in the GitHub web interface.
Correct Answer: A
QUESTION: 46
As a developer working on sensitive projects, you’re concerned about data privacy and how GitHub Copilot
handles the data involved in generating code suggestions. You want to understand how Copilot protects your
data and what happens to the code you write during the suggestion process. Which of the following
statements correctly describe how GitHub Copilot handles data in its pipeline? (Select two)
Option A : GitHub Copilot uses differential privacy techniques to prevent the model from remembering
specific data from individual sessions.
Option B : GitHub Copilot stores user credentials to provide personalized code suggestions
Option C : GitHub Copilot has access to the entire codebase in your private repositories at all times.
Option D : The suggestions generated by GitHub Copilot are always retained for future training of the AI
model
Option E : GitHub Copilot only processes small snippets of code context rather than the entire project.
Correct Answer: A,E
QUESTION: 47
Your organization wants to ensure that GitHub Copilot does not access or suggest any code from files that
contain proprietary algorithms or sensitive business logic across multiple repositories. What is the best way
to configure content exclusions both at the repository and organization levels?
Option A : Add a .copilotignore file to each repository to exclude specific files and directories, and enforce
this via organization-wide repository templates
Option B : Manually exclude proprietary files in each repository’s settings by specifying the paths to these
files
Option C : Create an organization-wide GitHub Actions workflow to automatically exclude all .env and
.secrets files from Copilot suggestions
Option D : Use GitHub Enterprise’s data privacy feature to globally exclude sensitive files from Copilot at
the organization level
Correct Answer: A
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QUESTION: 48
Your organization is considering moving to GitHub Copilot Enterprise for better team collaboration and
security. As the project manager, you need to evaluate the key features and understand the benefits that
GitHub Copilot Enterprise offers over other plans. You are in a meeting with the legal and DevOps teams, and
they ask you to provide information about the licensing options, security features, and how GitHub Copilot
Enterprise integrates with existing tools. Which of the following statements are true about GitHub Copilot
Enterprise, its licensing, and its integration features? (Select two)
Option A : GitHub Copilot Enterprise allows for unlimited use of private repositories at no additional cost.
Option B : GitHub Copilot Enterprise is available only as a cloud-hosted solution with no self-hosted
options.
Option C : GitHub Copilot Enterprise offers a free tier for teams with fewer than 10 users.
Option D : GitHub Copilot Enterprise supports integration with LDAP and single sign-on (SSO) for secure
authentication.
Option E : GitHub Copilot Enterprise includes enhanced telemetry and data retention policies for
organizations.
Correct Answer: D,E